Dataset info
| Number of variables | 28 |
|---|---|
| Number of observations | 6010 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 224.0 B |
Variables types
| Numeric | 15 |
|---|---|
| Categorical | 7 |
| Boolean | 4 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 2 |
| Unsupported | 0 |
Warnings
ВОЗРАСТ.ЛЕТ is highly correlated with ВОЗРАСТ (ρ = 0.9996499462) | Rejected |
ДЕТИ has 1677 (27.9%) zeros | Zeros |
ДОХОД_СУПРУГИ(А) has 3331 (55.4%) zeros | Zeros |
ИЖДИВЕНЦЫ has 3194 (53.1%) zeros | Zeros |
СМЕНА_МЖ has 5325 (88.6%) zeros | Zeros |
СУММА_ВЫДАННОГО_КРЕДИТА is highly correlated with ЗАПРОШЕННАЯ_СУММА (ρ = 0.9672635145) | Rejected |
АВТО
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 3 | 67 |
| 1 | 12 |
| Value | Count | Frequency (%) | |
| 0 | 5929 | 98.7% | |
| 3 | 67 | 1.1% | |
| 1 | 12 | 0.2% | |
| 2 | 2 | < 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
БРАК
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 1 | 3021 | 50.3% | |
| 2 | 1701 | 28.3% | |
| 3 | 1018 | 16.9% | |
| 4 | 270 | 4.5% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
ВОЗРАСТ
Numeric
| Distinct count | 4735 |
|---|---|
| Unique (%) | 78.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 36.36620837 |
|---|---|
| Minimum | 21.01369863 |
| Maximum | 58.97534247 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 21.01369863 |
|---|---|
| 5-th percentile | 22.16287671 |
| Q1 | 26.30273973 |
| Median | 35.12876712 |
| Q3 | 45.81232877 |
| 95-th percentile | 54.18780822 |
| Maximum | 58.97534247 |
| Range | 37.96164384 |
| Interquartile range | 19.50958904 |
Descriptive statistics
| Standard deviation | 10.73047741 |
|---|---|
| Coef of variation | 0.2950672586 |
| Kurtosis | -1.21329137 |
| Mean | 36.36620837 |
| MAD | 9.430969435 |
| Skewness | 0.2819565794 |
| Sum | 218560.9123 |
| Variance | 115.1431455 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 22.92328767 | 5 | 0.1% | |
| 26.80547945 | 5 | 0.1% | |
| 21.03013699 | 4 | 0.1% | |
| 22.61369863 | 4 | 0.1% | |
| 50.06575342 | 4 | 0.1% | |
| 24.64657534 | 4 | 0.1% | |
| 28.94246575 | 4 | 0.1% | |
| 24.56712329 | 4 | 0.1% | |
| 24.68493151 | 4 | 0.1% | |
| 24.00547945 | 4 | 0.1% | |
| Other values (4725) | 5968 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 21.01369863 | 2 | < 0.1% | |
| 21.01643836 | 4 | 0.1% | |
| 21.01917808 | 2 | < 0.1% | |
| 21.02191781 | 3 | < 0.1% | |
| 21.02465753 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 58.97534247 | 1 | < 0.1% | |
| 58.95068493 | 1 | < 0.1% | |
| 58.89041096 | 1 | < 0.1% | |
| 58.88767123 | 1 | < 0.1% | |
| 58.77808219 | 1 | < 0.1% |
ВОЗРАСТ.ЛЕТ
Highly correlated
This variable is highly correlated with ВОЗРАСТ and should be ignored for analysis
| Correlation | 0.9996499462 |
|---|
ГОРОД
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.181198 |
|---|---|
| Minimum | 1 |
| Maximum | 35 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| Median | 12 |
| Q3 | 22 |
| 95-th percentile | 31 |
| Maximum | 35 |
| Range | 34 |
| Interquartile range | 13 |
Descriptive statistics
| Standard deviation | 9.181729485 |
|---|---|
| Coef of variation | 0.6474579568 |
| Kurtosis | -0.7687431925 |
| Mean | 14.181198 |
| MAD | 7.620163898 |
| Skewness | 0.3290469367 |
| Sum | 85229 |
| Variance | 84.30415633 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 10 | 838 | 13.9% | |
| 1 | 836 | 13.9% | |
| 15 | 681 | 11.3% | |
| 22 | 575 | 9.6% | |
| 9 | 504 | 8.4% | |
| 27 | 486 | 8.1% | |
| 12 | 265 | 4.4% | |
| 20 | 184 | 3.1% | |
| 31 | 151 | 2.5% | |
| 19 | 150 | 2.5% | |
| Other values (21) | 1340 | 22.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 836 | 13.9% | |
| 2 | 110 | 1.8% | |
| 3 | 67 | 1.1% | |
| 4 | 57 | 0.9% | |
| 5 | 66 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 35 | 86 | 1.4% | |
| 33 | 61 | 1.0% | |
| 32 | 33 | 0.5% | |
| 31 | 151 | 2.5% | |
| 30 | 106 | 1.8% |
ДЕТИ
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.158402662 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 27.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 0.9396147068 |
|---|---|
| Coef of variation | 0.8111296162 |
| Kurtosis | -0.2746056889 |
| Mean | 1.158402662 |
| MAD | 0.7627018751 |
| Skewness | 0.4617606862 |
| Sum | 6962 |
| Variance | 0.8828757972 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2205 | 36.7% | |
| 2 | 1701 | 28.3% | |
| 0 | 1677 | 27.9% | |
| 3 | 353 | 5.9% | |
| 4 | 74 | 1.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1677 | 27.9% | |
| 1 | 2205 | 36.7% | |
| 2 | 1701 | 28.3% | |
| 3 | 353 | 5.9% | |
| 4 | 74 | 1.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 74 | 1.2% | |
| 3 | 353 | 5.9% | |
| 2 | 1701 | 28.3% | |
| 1 | 2205 | 36.7% | |
| 0 | 1677 | 27.9% |
ДЕФОЛТ60
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4796 | 79.8% | |
| 1 | 1214 | 20.2% |
ДОЛЖНОСТЬ
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.893677205 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 5 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.4964610545 |
|---|---|
| Coef of variation | 0.1014494896 |
| Kurtosis | 8.591522256 |
| Mean | 4.893677205 |
| MAD | 0.2549197815 |
| Skewness | -2.469737444 |
| Sum | 29411 |
| Variance | 0.2464735786 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 5 | 5259 | 87.5% | |
| 4 | 306 | 5.1% | |
| 3 | 256 | 4.3% | |
| 6 | 187 | 3.1% | |
| 1 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 3 | 256 | 4.3% | |
| 4 | 306 | 5.1% | |
| 5 | 5259 | 87.5% | |
| 6 | 187 | 3.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 187 | 3.1% | |
| 5 | 5259 | 87.5% | |
| 4 | 306 | 5.1% | |
| 3 | 256 | 4.3% | |
| 1 | 2 | < 0.1% |
ДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИ
Numeric
| Distinct count | 470 |
|---|---|
| Unique (%) | 7.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 10906.83073 |
|---|---|
| Minimum | 0 |
| Maximum | 93333 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4500 |
| Q1 | 7000 |
| Median | 10000 |
| Q3 | 13667 |
| 95-th percentile | 20000 |
| Maximum | 93333 |
| Range | 93333 |
| Interquartile range | 6667 |
Descriptive statistics
| Standard deviation | 5783.961152 |
|---|---|
| Coef of variation | 0.5303063096 |
| Kurtosis | 23.30473974 |
| Mean | 10906.83073 |
| MAD | 4207.867681 |
| Skewness | 2.788538791 |
| Sum | 65550052.67 |
| Variance | 33454206.61 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 10000 | 463 | 7.7% | |
| 15000 | 352 | 5.9% | |
| 8000 | 236 | 3.9% | |
| 12000 | 216 | 3.6% | |
| 7000 | 214 | 3.6% | |
| 9000 | 199 | 3.3% | |
| 20000 | 197 | 3.3% | |
| 7500 | 189 | 3.1% | |
| 6000 | 183 | 3.0% | |
| 5000 | 180 | 3.0% | |
| Other values (460) | 3581 | 59.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5 | 0.1% | |
| 1200 | 1 | < 0.1% | |
| 1400 | 1 | < 0.1% | |
| 1500 | 1 | < 0.1% | |
| 2000 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93333 | 1 | < 0.1% | |
| 83333 | 1 | < 0.1% | |
| 83000 | 1 | < 0.1% | |
| 78300 | 1 | < 0.1% | |
| 75000 | 1 | < 0.1% |
ДОХОД_СЕМЬИ_
Numeric
| Distinct count | 290 |
|---|---|
| Unique (%) | 4.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 21917.25973 |
|---|---|
| Minimum | 3000 |
| Maximum | 200000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3000 |
|---|---|
| 5-th percentile | 8000 |
| Q1 | 14000 |
| Median | 20000 |
| Q3 | 28000 |
| 95-th percentile | 42000 |
| Maximum | 200000 |
| Range | 197000 |
| Interquartile range | 14000 |
Descriptive statistics
| Standard deviation | 11406.02287 |
|---|---|
| Coef of variation | 0.5204128168 |
| Kurtosis | 13.79882335 |
| Mean | 21917.25973 |
| MAD | 8527.692812 |
| Skewness | 1.984930459 |
| Sum | 131722731 |
| Variance | 130097357.8 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 20000 | 430 | 7.2% | |
| 15000 | 412 | 6.9% | |
| 25000 | 307 | 5.1% | |
| 30000 | 287 | 4.8% | |
| 10000 | 264 | 4.4% | |
| 18000 | 243 | 4.0% | |
| 12000 | 232 | 3.9% | |
| 22000 | 184 | 3.1% | |
| 17000 | 155 | 2.6% | |
| 16000 | 151 | 2.5% | |
| Other values (280) | 3345 | 55.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3000 | 1 | < 0.1% | |
| 3500 | 2 | < 0.1% | |
| 4000 | 1 | < 0.1% | |
| 4500 | 5 | 0.1% | |
| 5000 | 21 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 200000 | 1 | < 0.1% | |
| 125000 | 1 | < 0.1% | |
| 108000 | 1 | < 0.1% | |
| 100000 | 2 | < 0.1% | |
| 87000 | 1 | < 0.1% |
ДОХОД_СУПРУГИ(А)
Numeric
| Distinct count | 109 |
|---|---|
| Unique (%) | 1.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5924.570715 |
|---|---|
| Minimum | 0 |
| Maximum | 200000 |
| Zeros (%) | 55.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 10000 |
| 95-th percentile | 20000 |
| Maximum | 200000 |
| Range | 200000 |
| Interquartile range | 10000 |
Descriptive statistics
| Standard deviation | 8659.735327 |
|---|---|
| Coef of variation | 1.461664607 |
| Kurtosis | 44.74374932 |
| Mean | 5924.570715 |
| MAD | 6765.372369 |
| Skewness | 3.316993181 |
| Sum | 35606670 |
| Variance | 74991015.93 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3331 | 55.4% | |
| 15000 | 362 | 6.0% | |
| 10000 | 325 | 5.4% | |
| 20000 | 226 | 3.8% | |
| 12000 | 200 | 3.3% | |
| 8000 | 166 | 2.8% | |
| 6000 | 129 | 2.1% | |
| 7000 | 121 | 2.0% | |
| 5000 | 113 | 1.9% | |
| 25000 | 90 | 1.5% | |
| Other values (99) | 947 | 15.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3331 | 55.4% | |
| 200 | 1 | < 0.1% | |
| 900 | 2 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1500 | 4 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 200000 | 1 | < 0.1% | |
| 80000 | 1 | < 0.1% | |
| 60000 | 2 | < 0.1% | |
| 52000 | 1 | < 0.1% | |
| 50000 | 5 | 0.1% |
ЗАГРАН
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 6005 | 99.9% | |
| 1 | 5 | 0.1% |
ЗАПРОШЕННАЯ_СУММА
Numeric
| Distinct count | 74 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 36173.81864 |
|---|---|
| Minimum | 5000 |
| Maximum | 100000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5000 |
|---|---|
| 5-th percentile | 10000 |
| Q1 | 20000 |
| Median | 30000 |
| Q3 | 50000 |
| 95-th percentile | 70000 |
| Maximum | 100000 |
| Range | 95000 |
| Interquartile range | 30000 |
Descriptive statistics
| Standard deviation | 19903.74279 |
|---|---|
| Coef of variation | 0.5502250948 |
| Kurtosis | -0.9691906408 |
| Mean | 36173.81864 |
| MAD | 16723.98659 |
| Skewness | 0.4748849439 |
| Sum | 217404650 |
| Variance | 396158977 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 70000 | 976 | 16.2% | |
| 30000 | 746 | 12.4% | |
| 20000 | 656 | 10.9% | |
| 35000 | 652 | 10.8% | |
| 50000 | 643 | 10.7% | |
| 15000 | 430 | 7.2% | |
| 10000 | 351 | 5.8% | |
| 25000 | 312 | 5.2% | |
| 40000 | 256 | 4.3% | |
| 60000 | 220 | 3.7% | |
| Other values (64) | 768 | 12.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5000 | 64 | 1.1% | |
| 5500 | 3 | < 0.1% | |
| 5550 | 1 | < 0.1% | |
| 5600 | 1 | < 0.1% | |
| 6000 | 29 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 100000 | 1 | < 0.1% | |
| 70000 | 976 | 16.2% | |
| 69000 | 1 | < 0.1% | |
| 65000 | 26 | 0.4% | |
| 63000 | 2 | < 0.1% |
ИД
Numeric
| Distinct count | 6010 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3038.494509 |
|---|---|
| Minimum | 1 |
| Maximum | 6046 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 327.45 |
| Q1 | 1537.25 |
| Median | 3039.5 |
| Q3 | 4541.75 |
| 95-th percentile | 5744.55 |
| Maximum | 6046 |
| Range | 6045 |
| Interquartile range | 3004.5 |
Descriptive statistics
| Standard deviation | 1737.523719 |
|---|---|
| Coef of variation | 0.5718370442 |
| Kurtosis | -1.195657555 |
| Mean | 3038.494509 |
| MAD | 1504.052082 |
| Skewness | -0.003152395263 |
| Sum | 18261352 |
| Variance | 3018988.673 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 2732 | 1 | < 0.1% | |
| 2720 | 1 | < 0.1% | |
| 673 | 1 | < 0.1% | |
| 4771 | 1 | < 0.1% | |
| 2724 | 1 | < 0.1% | |
| 677 | 1 | < 0.1% | |
| 4775 | 1 | < 0.1% | |
| 2728 | 1 | < 0.1% | |
| 681 | 1 | < 0.1% | |
| Other values (6000) | 6000 | 99.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6046 | 1 | < 0.1% | |
| 6045 | 1 | < 0.1% | |
| 6044 | 1 | < 0.1% | |
| 6043 | 1 | < 0.1% | |
| 6042 | 1 | < 0.1% |
ИЖДИВЕНЦЫ
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.6153078203 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 53.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.7569054903 |
|---|---|
| Coef of variation | 1.230124931 |
| Kurtosis | 0.8670603811 |
| Mean | 0.6153078203 |
| MAD | 0.6540077132 |
| Skewness | 1.09839851 |
| Sum | 3698 |
| Variance | 0.5729059212 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3194 | 53.1% | |
| 1 | 2047 | 34.1% | |
| 2 | 671 | 11.2% | |
| 3 | 83 | 1.4% | |
| 4 | 15 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3194 | 53.1% | |
| 1 | 2047 | 34.1% | |
| 2 | 671 | 11.2% | |
| 3 | 83 | 1.4% | |
| 4 | 15 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 15 | 0.2% | |
| 3 | 83 | 1.4% | |
| 2 | 671 | 11.2% | |
| 1 | 2047 | 34.1% | |
| 0 | 3194 | 53.1% |
ИНОСТР.ЯЗЫК
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 2 | 257 |
| Value | Count | Frequency (%) | |
| 4 | 4309 | 71.7% | |
| 3 | 1318 | 21.9% | |
| 2 | 257 | 4.3% | |
| 1 | 126 | 2.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
КРЕДИТЫ_ПОГАШЕНЫ
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3536 | 58.8% | |
| 1 | 2474 | 41.2% |
ОБРАЗОВАНИЕ
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 3 | |
| 1 | 76 |
| Value | Count | Frequency (%) | |
| 2 | 4614 | 76.8% | |
| 3 | 1314 | 21.9% | |
| 1 | 76 | 1.3% | |
| 4 | 6 | 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
ОТДЕЛЕНИЕ
Numeric
| Distinct count | 146 |
|---|---|
| Unique (%) | 2.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 137.2963394 |
|---|---|
| Minimum | 3 |
| Maximum | 257 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 78 |
| Median | 151 |
| Q3 | 194 |
| 95-th percentile | 228 |
| Maximum | 257 |
| Range | 254 |
| Interquartile range | 116 |
Descriptive statistics
| Standard deviation | 69.15274194 |
|---|---|
| Coef of variation | 0.5036750595 |
| Kurtosis | -1.07580895 |
| Mean | 137.2963394 |
| MAD | 58.91130866 |
| Skewness | -0.3856051086 |
| Sum | 825151 |
| Variance | 4782.101717 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 182 | 261 | 4.3% | |
| 79 | 169 | 2.8% | |
| 153 | 166 | 2.8% | |
| 143 | 153 | 2.5% | |
| 229 | 119 | 2.0% | |
| 226 | 117 | 1.9% | |
| 27 | 112 | 1.9% | |
| 194 | 106 | 1.8% | |
| 227 | 106 | 1.8% | |
| 39 | 95 | 1.6% | |
| Other values (136) | 4606 | 76.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 45 | 0.7% | |
| 7 | 80 | 1.3% | |
| 8 | 46 | 0.8% | |
| 10 | 32 | 0.5% | |
| 11 | 24 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 257 | 1 | < 0.1% | |
| 249 | 16 | 0.3% | |
| 248 | 4 | 0.1% | |
| 247 | 2 | < 0.1% | |
| 243 | 30 | 0.5% |
ОТРАСЛЬ
Numeric
| Distinct count | 42 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 23.38519135 |
|---|---|
| Minimum | 1 |
| Maximum | 42 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 14 |
| Median | 27 |
| Q3 | 32 |
| 95-th percentile | 37 |
| Maximum | 42 |
| Range | 41 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 11.57298489 |
|---|---|
| Coef of variation | 0.4948851913 |
| Kurtosis | -1.100049436 |
| Mean | 23.38519135 |
| MAD | 10.2393814 |
| Skewness | -0.4906600388 |
| Sum | 140545 |
| Variance | 133.9339794 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 32 | 1489 | 24.8% | |
| 14 | 422 | 7.0% | |
| 7 | 421 | 7.0% | |
| 37 | 319 | 5.3% | |
| 1 | 261 | 4.3% | |
| 34 | 236 | 3.9% | |
| 5 | 226 | 3.8% | |
| 30 | 196 | 3.3% | |
| 25 | 182 | 3.0% | |
| 35 | 175 | 2.9% | |
| Other values (32) | 2083 | 34.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 261 | 4.3% | |
| 2 | 39 | 0.6% | |
| 3 | 33 | 0.5% | |
| 4 | 35 | 0.6% | |
| 5 | 226 | 3.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42 | 90 | 1.5% | |
| 41 | 61 | 1.0% | |
| 40 | 15 | 0.2% | |
| 39 | 42 | 0.7% | |
| 38 | 40 | 0.7% |
ПЕРВЫЙ_КРЕДИТ
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4196 | 69.8% | |
| 1 | 1814 | 30.2% |
ПЕРСОНАЛЬНЫЙ_ДОХОД
Numeric
| Distinct count | 160 |
|---|---|
| Unique (%) | 2.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 13632.76223 |
|---|---|
| Minimum | 3000 |
| Maximum | 30000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3000 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 10000 |
| Median | 12800 |
| Q3 | 17000 |
| 95-th percentile | 25000 |
| Maximum | 30000 |
| Range | 27000 |
| Interquartile range | 7000 |
Descriptive statistics
| Standard deviation | 5599.93635 |
|---|---|
| Coef of variation | 0.4107704848 |
| Kurtosis | 0.3059729443 |
| Mean | 13632.76223 |
| MAD | 4489.286698 |
| Skewness | 0.7776987872 |
| Sum | 81932901 |
| Variance | 31359287.12 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 15000 | 819 | 13.6% | |
| 10000 | 653 | 10.9% | |
| 12000 | 529 | 8.8% | |
| 20000 | 462 | 7.7% | |
| 8000 | 372 | 6.2% | |
| 18000 | 273 | 4.5% | |
| 9000 | 270 | 4.5% | |
| 7000 | 218 | 3.6% | |
| 11000 | 208 | 3.5% | |
| 25000 | 201 | 3.3% | |
| Other values (150) | 2005 | 33.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3000 | 6 | 0.1% | |
| 3200 | 1 | < 0.1% | |
| 3400 | 1 | < 0.1% | |
| 3500 | 4 | 0.1% | |
| 3600 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 30000 | 114 | 1.9% | |
| 29000 | 4 | 0.1% | |
| 28500 | 2 | < 0.1% | |
| 28100 | 1 | < 0.1% | |
| 28000 | 23 | 0.4% |
ПОЛ
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 3769 | 62.7% | |
| 1 | 2241 | 37.3% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
РАБОТА_В_ОРГ
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 2850 | 47.4% | |
| 2 | 1798 | 29.9% | |
| 1 | 1362 | 22.7% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
РАБОТА_ПО_НАПР
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 3077 | 51.2% | |
| 1 | 2000 | 33.3% | |
| 2 | 933 | 15.5% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
СМЕНА_МЖ
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1264559068 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 88.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.3778466616 |
|---|---|
| Coef of variation | 2.987971626 |
| Kurtosis | 16.79485121 |
| Mean | 0.1264559068 |
| MAD | 0.2240857583 |
| Skewness | 3.562443657 |
| Sum | 760 |
| Variance | 0.1427680997 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 5325 | 88.6% | |
| 1 | 629 | 10.5% | |
| 2 | 40 | 0.7% | |
| 3 | 13 | 0.2% | |
| 4 | 3 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 5325 | 88.6% | |
| 1 | 629 | 10.5% | |
| 2 | 40 | 0.7% | |
| 3 | 13 | 0.2% | |
| 4 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 3 | < 0.1% | |
| 3 | 13 | 0.2% | |
| 2 | 40 | 0.7% | |
| 1 | 629 | 10.5% | |
| 0 | 5325 | 88.6% |
СОБСТВЕННИК_ФАКТ.
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.250083195 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.57822199 |
|---|---|
| Coef of variation | 0.4855943357 |
| Kurtosis | -1.142025801 |
| Mean | 3.250083195 |
| MAD | 1.340190753 |
| Skewness | -0.07335096741 |
| Sum | 19533 |
| Variance | 2.490784649 |
| Memory size | 47.1 KiB |
| Value | Count | Frequency (%) | |
| 3 | 1441 | 24.0% | |
| 1 | 1359 | 22.6% | |
| 5 | 1251 | 20.8% | |
| 4 | 1109 | 18.5% | |
| 2 | 482 | 8.0% | |
| 6 | 366 | 6.1% | |
| 0 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 1359 | 22.6% | |
| 2 | 482 | 8.0% | |
| 3 | 1441 | 24.0% | |
| 4 | 1109 | 18.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 366 | 6.1% | |
| 5 | 1251 | 20.8% | |
| 4 | 1109 | 18.5% | |
| 3 | 1441 | 24.0% | |
| 2 | 482 | 8.0% |
СУММА_ВЫДАННОГО_КРЕДИТА
Highly correlated
This variable is highly correlated with ЗАПРОШЕННАЯ_СУММА and should be ignored for analysis
| Correlation | 0.9672635145 |
|---|
First rows
| АВТО | БРАК | ВОЗРАСТ | ВОЗРАСТ.ЛЕТ | ГОРОД | ДЕТИ | ДЕФОЛТ60 | ДОЛЖНОСТЬ | ДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИ | ДОХОД_СЕМЬИ_ | ДОХОД_СУПРУГИ(А) | ЗАГРАН | ЗАПРОШЕННАЯ_СУММА | ИД | ИЖДИВЕНЦЫ | ИНОСТР.ЯЗЫК | КРЕДИТЫ_ПОГАШЕНЫ | ОБРАЗОВАНИЕ | ОТДЕЛЕНИЕ | ОТРАСЛЬ | ПЕРВЫЙ_КРЕДИТ | ПЕРСОНАЛЬНЫЙ_ДОХОД | ПОЛ | РАБОТА_В_ОРГ | РАБОТА_ПО_НАПР | СМЕНА_МЖ | СОБСТВЕННИК_ФАКТ. | СУММА_ВЫДАННОГО_КРЕДИТА | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | 2 | 26.936986 | 27 | 10 | 0 | 0 | 5 | 20000.0 | 20000 | 0 | 0 | 60000 | 1 | 0 | 4 | 0 | 2 | 27 | 35 | 0 | 20000 | 1 | 3 | 2 | 0 | 5 | 60000.0 |
| 1 | 3 | 1 | 31.742466 | 32 | 12 | 2 | 0 | 6 | 5500.0 | 22000 | 12000 | 0 | 50000 | 3 | 2 | 4 | 0 | 2 | 29 | 11 | 1 | 10000 | 2 | 3 | 3 | 0 | 4 | 50000.0 |
| 2 | 3 | 1 | 23.172603 | 23 | 1 | 1 | 1 | 3 | 5000.0 | 15000 | 0 | 0 | 30000 | 4 | 1 | 3 | 1 | 2 | 39 | 32 | 0 | 15000 | 1 | 1 | 1 | 0 | 3 | 30000.0 |
| 3 | 3 | 2 | 24.424658 | 24 | 1 | 0 | 1 | 5 | 20000.0 | 20000 | 0 | 0 | 70000 | 5 | 0 | 4 | 0 | 2 | 115 | 14 | 0 | 20000 | 1 | 1 | 1 | 0 | 3 | 70000.0 |
| 4 | 3 | 2 | 28.654795 | 29 | 9 | 0 | 0 | 5 | 10000.0 | 10000 | 0 | 0 | 15000 | 6 | 0 | 3 | 0 | 2 | 53 | 32 | 0 | 10000 | 2 | 2 | 3 | 0 | 1 | 15000.0 |
| 5 | 3 | 4 | 57.671233 | 58 | 19 | 2 | 0 | 6 | 13500.0 | 27000 | 0 | 0 | 35000 | 7 | 0 | 3 | 0 | 2 | 210 | 32 | 1 | 20000 | 2 | 3 | 3 | 0 | 3 | 35000.0 |
| 6 | 3 | 3 | 52.657534 | 53 | 1 | 1 | 0 | 5 | 10000.0 | 10000 | 0 | 0 | 5000 | 8 | 0 | 2 | 1 | 2 | 162 | 35 | 0 | 10000 | 1 | 3 | 3 | 0 | 1 | 5000.0 |
| 7 | 3 | 1 | 28.547945 | 29 | 22 | 1 | 1 | 4 | 12666.0 | 38000 | 8000 | 0 | 70000 | 9 | 1 | 4 | 1 | 3 | 143 | 14 | 0 | 30000 | 1 | 1 | 3 | 0 | 2 | 70000.0 |
| 8 | 1 | 2 | 23.550685 | 24 | 12 | 0 | 0 | 5 | 11000.0 | 11000 | 0 | 0 | 20000 | 10 | 0 | 4 | 1 | 2 | 79 | 26 | 0 | 11000 | 1 | 2 | 1 | 0 | 3 | 20000.0 |
| 9 | 2 | 1 | 38.016438 | 38 | 7 | 1 | 0 | 5 | 9000.0 | 27000 | 12000 | 0 | 50000 | 11 | 1 | 2 | 1 | 2 | 8 | 32 | 0 | 15000 | 1 | 2 | 1 | 0 | 1 | 70000.0 |
Last rows
| АВТО | БРАК | ВОЗРАСТ | ВОЗРАСТ.ЛЕТ | ГОРОД | ДЕТИ | ДЕФОЛТ60 | ДОЛЖНОСТЬ | ДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИ | ДОХОД_СЕМЬИ_ | ДОХОД_СУПРУГИ(А) | ЗАГРАН | ЗАПРОШЕННАЯ_СУММА | ИД | ИЖДИВЕНЦЫ | ИНОСТР.ЯЗЫК | КРЕДИТЫ_ПОГАШЕНЫ | ОБРАЗОВАНИЕ | ОТДЕЛЕНИЕ | ОТРАСЛЬ | ПЕРВЫЙ_КРЕДИТ | ПЕРСОНАЛЬНЫЙ_ДОХОД | ПОЛ | РАБОТА_В_ОРГ | РАБОТА_ПО_НАПР | СМЕНА_МЖ | СОБСТВЕННИК_ФАКТ. | СУММА_ВЫДАННОГО_КРЕДИТА | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6000 | 0 | 2 | 26.868493 | 27 | 1 | 0 | 0 | 5 | 20000.0 | 20000 | 0 | 0 | 30000 | 6037 | 0 | 4 | 1 | 3 | 37 | 39 | 0 | 20000 | 1 | 2 | 1 | 1 | 3 | 30000.0 |
| 6001 | 0 | 1 | 26.545205 | 27 | 17 | 0 | 0 | 5 | 15500.0 | 31000 | 13000 | 0 | 50000 | 6038 | 0 | 2 | 1 | 3 | 90 | 32 | 0 | 18000 | 2 | 3 | 3 | 0 | 5 | 50000.0 |
| 6002 | 0 | 3 | 46.652055 | 47 | 35 | 2 | 1 | 5 | 11000.0 | 11000 | 0 | 0 | 50000 | 6039 | 0 | 4 | 0 | 2 | 217 | 5 | 0 | 11000 | 2 | 3 | 3 | 0 | 4 | 50000.0 |
| 6003 | 0 | 1 | 45.767123 | 46 | 12 | 2 | 0 | 5 | 11000.0 | 22000 | 12000 | 0 | 10000 | 6040 | 0 | 4 | 0 | 2 | 208 | 35 | 0 | 10000 | 2 | 3 | 3 | 0 | 2 | 10000.0 |
| 6004 | 0 | 3 | 43.147945 | 43 | 19 | 2 | 0 | 5 | 7625.0 | 30500 | 0 | 0 | 22000 | 6041 | 1 | 4 | 0 | 2 | 211 | 32 | 0 | 8500 | 2 | 1 | 1 | 0 | 5 | 22000.0 |
| 6005 | 0 | 1 | 55.657534 | 56 | 1 | 2 | 1 | 5 | 15000.0 | 30000 | 15000 | 0 | 40000 | 6042 | 0 | 4 | 0 | 2 | 36 | 1 | 1 | 15000 | 2 | 2 | 1 | 0 | 1 | 40000.0 |
| 6006 | 0 | 3 | 26.906849 | 27 | 15 | 1 | 0 | 5 | 12500.0 | 50000 | 0 | 0 | 50000 | 6043 | 1 | 1 | 1 | 3 | 226 | 37 | 0 | 18000 | 2 | 2 | 1 | 0 | 5 | 50000.0 |
| 6007 | 0 | 3 | 41.958904 | 42 | 7 | 3 | 0 | 5 | 4250.0 | 8500 | 0 | 0 | 10000 | 6044 | 1 | 4 | 0 | 2 | 8 | 6 | 0 | 8500 | 2 | 3 | 2 | 0 | 5 | 10000.0 |
| 6008 | 0 | 1 | 24.567123 | 25 | 35 | 1 | 1 | 5 | 9333.0 | 28000 | 18000 | 0 | 70000 | 6045 | 1 | 4 | 1 | 2 | 217 | 32 | 0 | 10000 | 2 | 1 | 2 | 0 | 3 | 70000.0 |
| 6009 | 0 | 1 | 26.556164 | 27 | 3 | 1 | 0 | 5 | 7300.0 | 22000 | 12000 | 0 | 30000 | 6046 | 1 | 3 | 0 | 2 | 56 | 12 | 1 | 10000 | 2 | 3 | 3 | 0 | 3 | 30000.0 |